General information

Course name	Lecture: Machine Learning and Data Mining
Subtitle	Module: Machine Learning and Data Mining
Course number	lv340_S21
Semester	SoSe 21
Current number of participants	212
Home institute	Institut für Softwaresysteme (E-16)
Courses type	Lecture in category Teaching
First date	Tue., 06.04.2021 08:00 - 09:30
Pre-requisites	<ul><li>Calculus</li><li>Stochastics</li></ul>
Performance record	Written exam
ECTS points	6

Lecturers

n.a.	Tuesday: 08:00 - 09:30, weekly Friday: 09:45 - 11:15, weekly

Decision trees
First-order inductive learning
Incremental learning: Version spaces
Uncertainty
Bayesian networks
Learning parameters of Bayesian networks
BME, MAP, ML, EM algorithm
Learning structures of Bayesian networks
Gaussian Mixture Models
kNN classifier, neural network classifier, support vector machine (SVM) classifier
Clustering
Distance measures, k-means clustering, nearest neighbor clustering
Kernel Density Estimation
Ensemble Learning
Reinforcement Learning
Computational Learning Theory

The course is part of admission "Anmeldung gesperrt (global)".

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